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From keywords to prompts

Your keyword research isn't obsolete — it's raw material. How to translate keywords into buyer prompts, map them to funnel stages, and track what matters.

CB
ChatBakers Team
October 2026 · 6 min read

Keywords describe demand; prompts describe buyers. "Best CRM" is a keyword with volume. "What's the best CRM for a 10-person team that needs invoicing?" is a prompt an AI assistant actually answers — and names two vendors in. The migration from keywords to prompts is mostly translation plus funnel mapping, not starting over.

The translation method

  1. Take commercial keywords first. Sort existing research by intent, not volume: comparison and "best" terms translate directly; informational terms need question-framing.
  2. Expand each into 3–5 full questions. Add the buyer context keywords hide: team size, budget, constraint, incumbent tool. One keyword → a small family of prompts.
  3. Split branded from unbranded. Branded prompts ("what does Acme do") test recall; unbranded ("best invoice tool for freelancers") test consideration. The money — and the gaps — live in unbranded.
  4. Map to funnel. Informational (learn), commercial (compare), transactional (buy). Track share of voice per stage; most brands discover they're invisible exactly where buying happens.

What changes in reporting

Positions become percentages, keywords become prompt sets, monthly rank reports become monthly re-queries of the frozen set. Keep keyword volume data for one job only: prioritizing which prompt families to build first.

In ChatBakers Generate tracked prompts from your Search Console queries in one click — real searches become the prompt set, no manual translation needed.

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Frequently asked questions

Do I throw away my keyword research?

No — you translate it. Every commercial keyword implies buyer questions ('best CRM' → 'what's the best CRM for a 10-person team that needs invoicing'). Keep the volume data for prioritization; rewrite the queries as full questions for tracking.

How many prompts per topic?

Practitioners running GEO programs target 20–30 prompts per core topic, re-queried monthly. Fewer, buyer-voiced prompts beat hundreds of keyword permutations.

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